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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Re-Labeling ImageNet: From Single to Multi-Labels, From Global to Localized Labels CVPR 2021
Towards Good Practices for Efficiently Annotating Large-Scale Image Classification Datasets CVPR 2021
MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition CVPR 2021
More Photos Are All You Need: Semi-Supervised Learning for Fine-Grained Sketch Based Image Retrieval CVPR 2021
Repopulating Street Scenes CVPR 2021
OpenRooms: An Open Framework for Photorealistic Indoor Scene Datasets CVPR 2021
MaxUp: Lightweight Adversarial Training With Data Augmentation Improves Neural Network Training CVPR 2021
SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning CVPR 2021
Quality-Agnostic Image Recognition via Invertible Decoder CVPR 2021
Privacy-Preserving Collaborative Learning With Automatic Transformation Search CVPR 2021
Learning To Restore Hazy Video: A New Real-World Dataset and a New Method CVPR 2021
KeepAugment: A Simple Information-Preserving Data Augmentation Approach CVPR 2021
Simple Copy-Paste Is a Strong Data Augmentation Method for Instance Segmentation CVPR 2021
Study of Manifestation of Civil Unrest on Twitter EMNLP 2021
Tailoring automated data augmentation to H&E-stained histopathology MIDL 2021
Data Augmentation of Incorporating Real Error Patterns and Linguistic Knowledge for Grammatical Error Correction CONLL 2021
HamiltonDinggg at SemEval-2021 Task 5: Investigating Toxic Span Detection using RoBERTa Pre-training SEMEVAL 2021
PAW at SemEval-2021 Task 2: Multilingual and Cross-lingual Word-in-Context Disambiguation : Exploring Cross Lingual Transfer, Augmentations and Adversarial Training SEMEVAL 2021
eTranslation’s Submissions to the WMT 2021 News Translation Task EMNLP 2021
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models EMNLP 2021
[RETRACTED] DMix: Distance Constrained Interpolative Mixup EMNLP 2021
Learning Data Augmentation Schedules for Natural Language Processing EMNLP 2021
Validating Label Consistency in NER Data Annotation EMNLP 2021
Sister Help: Data Augmentation for Frame-Semantic Role Labeling EMNLP 2021
On Generalization in Coreference Resolution EMNLP 2021